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Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction

With the development of charge-coupled device (CCD) camera based non-contact fluorescence molecular tomography (FMT) imaging systems, multi projections and densely sampled fluorescent measurements used in subsequent image reconstruction can be easily obtained. However, challenges still remain in fas...

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Detalles Bibliográficos
Autores principales: Cao, Xu, Wang, Xin, Zhang, Bin, Liu, Fei, Luo, Jianwen, Bai, Jing
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Optical Society of America 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3539192/
https://www.ncbi.nlm.nih.gov/pubmed/23304643
http://dx.doi.org/10.1364/BOE.4.000001
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author Cao, Xu
Wang, Xin
Zhang, Bin
Liu, Fei
Luo, Jianwen
Bai, Jing
author_facet Cao, Xu
Wang, Xin
Zhang, Bin
Liu, Fei
Luo, Jianwen
Bai, Jing
author_sort Cao, Xu
collection PubMed
description With the development of charge-coupled device (CCD) camera based non-contact fluorescence molecular tomography (FMT) imaging systems, multi projections and densely sampled fluorescent measurements used in subsequent image reconstruction can be easily obtained. However, challenges still remain in fast image reconstruction because of the large computational burden and memory requirement in the inverse problem. In this work, an accelerated image reconstruction method in FMT using principal components analysis (PCA) is presented to reduce the dimension of the inverse problem. Phantom experiments are performed to verify the feasibility of the proposed method. The results demonstrate that the proposed method can accelerate image reconstruction in FMT almost without quality degradation.
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spelling pubmed-35391922013-01-09 Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction Cao, Xu Wang, Xin Zhang, Bin Liu, Fei Luo, Jianwen Bai, Jing Biomed Opt Express Image Reconstruction and Inverse Problems With the development of charge-coupled device (CCD) camera based non-contact fluorescence molecular tomography (FMT) imaging systems, multi projections and densely sampled fluorescent measurements used in subsequent image reconstruction can be easily obtained. However, challenges still remain in fast image reconstruction because of the large computational burden and memory requirement in the inverse problem. In this work, an accelerated image reconstruction method in FMT using principal components analysis (PCA) is presented to reduce the dimension of the inverse problem. Phantom experiments are performed to verify the feasibility of the proposed method. The results demonstrate that the proposed method can accelerate image reconstruction in FMT almost without quality degradation. Optical Society of America 2012-12-05 /pmc/articles/PMC3539192/ /pubmed/23304643 http://dx.doi.org/10.1364/BOE.4.000001 Text en © 2012 Optical Society of America http://creativecommons.org/licenses/by-nc-nd/3.0 This is an open-access article distributed under the terms of the Creative Commons Attribution-Noncommercial-No Derivative Works 3.0 Unported License, which permits download and redistribution, provided that the original work is properly cited. This license restricts the article from being modified or used commercially.
spellingShingle Image Reconstruction and Inverse Problems
Cao, Xu
Wang, Xin
Zhang, Bin
Liu, Fei
Luo, Jianwen
Bai, Jing
Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction
title Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction
title_full Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction
title_fullStr Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction
title_full_unstemmed Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction
title_short Accelerated image reconstruction in fluorescence molecular tomography using dimension reduction
title_sort accelerated image reconstruction in fluorescence molecular tomography using dimension reduction
topic Image Reconstruction and Inverse Problems
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3539192/
https://www.ncbi.nlm.nih.gov/pubmed/23304643
http://dx.doi.org/10.1364/BOE.4.000001
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